diff --git a/Notebooks/Remaining_barcodes_and_metadata.ipynb b/Notebooks/Remaining_barcodes_and_metadata.ipynb index 03970f1add29db284158fb5dfbad7fc8c4447fb7..5ff5eb3e1dad5ba2f548725a6544abebdd762390 100644 --- a/Notebooks/Remaining_barcodes_and_metadata.ipynb +++ b/Notebooks/Remaining_barcodes_and_metadata.ipynb @@ -7011,8 +7011,150 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 495, "id": "332be4f7-e0e1-4a7c-9aac-a1f42c1df383", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>identifier</th>\n", + " <th>filename</th>\n", + " <th>prediction</th>\n", + " <th>man_prediction</th>\n", + " <th>p_A</th>\n", + " <th>p_B</th>\n", + " <th>p_C</th>\n", + " <th>p_N</th>\n", + " <th>color</th>\n", + " <th>man_color</th>\n", + " <th>...</th>\n", + " <th>p_yellow</th>\n", + " <th>ABO-Barcode</th>\n", + " <th>Signatur</th>\n", + " <th>Titel</th>\n", + " <th>Autor</th>\n", + " <th>Mitwirkender</th>\n", + " <th>Veröffentlichungsdatum</th>\n", + " <th>Veröffentlichungsort</th>\n", + " <th>Sprache</th>\n", + " <th>Barcode</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>230</th>\n", + " <td>Z166623102</td>\n", + " <td>Z166623102_00000001.jpg</td>\n", + " <td>A</td>\n", + " <td>A</td>\n", + " <td>0.996107</td>\n", + " <td>0.001699</td>\n", + " <td>0.001458</td>\n", + " <td>0.000736</td>\n", + " <td>red</td>\n", + " <td>red</td>\n", + " <td>...</td>\n", + " <td>0.063762</td>\n", + " <td></td>\n", + " <td></td>\n", + " <td></td>\n", + " <td></td>\n", + " <td></td>\n", + " <td></td>\n", + " <td></td>\n", + " <td></td>\n", + " <td>NaN</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "<p>1 rows × 22 columns</p>\n", + "</div>" + ], + "text/plain": [ + " identifier filename prediction man_prediction p_A \n", + "230 Z166623102 Z166623102_00000001.jpg A A 0.996107 \\\n", + "\n", + " p_B p_C p_N color man_color ... p_yellow ABO-Barcode \n", + "230 0.001699 0.001458 0.000736 red red ... 0.063762 \\\n", + "\n", + " Signatur Titel Autor Mitwirkender Veröffentlichungsdatum \n", + "230 \\\n", + "\n", + " Veröffentlichungsort Sprache Barcode \n", + "230 NaN \n", + "\n", + "[1 rows x 22 columns]" + ] + }, + "execution_count": 495, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "non_BE_merged[non_BE_merged['filename'] == 'Z166623102_00000001.jpg']" + ] + }, + { + "cell_type": "code", + "execution_count": 500, + "id": "ce61797d-72f4-40ee-b69e-d65a463aff6f", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Signatur', 'Barcode', 'Titel', 'Autor', 'Mitwirkender',\n", + " 'Anfang Veröffentlichungsdatum', 'Ende Veröffentlichungsdatum',\n", + " 'Veröffentlichungsdatum', 'Veröffentlichungsort',\n", + " 'Veröffentlichungsort (normiert)', 'Sprache', 'Schlagwörter',\n", + " 'Schlagwörter (mit GND)', 'Vorbesitzer', 'Typ', 'Bemerkungen',\n", + " 'Gültiger Barcode', 'Dateiname', 'Wappenklassifizierung', 'p_A', 'p_B',\n", + " 'p_C', 'p_N', 'Farbklassifizierung', 'p_blue', 'p_red', 'p_yellow',\n", + " 'hs. Katalog', 'hs. Katalog Konfidenz', 'hs. Katalogband',\n", + " 'hs. Katalogseite Digitalisat', 'Wissensklasse', 'Wissensunterklasse',\n", + " 'Formatangabe', 'hs. Katalogseite Handschrift', 'hs. Katalogeintrag ID',\n", + " 'hs. Katalogeintrag', 'hs. Katalog Image URL', 'identifier',\n", + " 'ABO-Barcode'],\n", + " dtype='object')" + ] + }, + "execution_count": 500, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "to_be_saved.columns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c1b062c4-1919-4672-8e2f-03f5a9a6c79c", "metadata": {}, "outputs": [], "source": [] diff --git a/Notebooks/String_matching.ipynb b/Notebooks/String_matching.ipynb index f47ceca69e8e8fc82ae84f54d93fdf1afefaa2d1..ef1819893233b80201e5b8f78725323de5bb28b1 100644 --- a/Notebooks/String_matching.ipynb +++ b/Notebooks/String_matching.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 17, + "execution_count": 2, "id": "7a3837ac-cced-4e01-bf57-265e40729692", "metadata": { "tags": [] @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 3, "id": "29ca0dc8-cae7-4f12-bd60-fd74ea6ae5ac", "metadata": { "tags": [] @@ -35,7 +35,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 4, "id": "c1e1c42a-962f-40bc-bb17-b62e8089feb7", "metadata": { "tags": [] @@ -47,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 5, "id": "50d15898-4687-46b7-b7e0-528d7cf9aec0", "metadata": { "tags": [] @@ -69,7 +69,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 6, "id": "990dfeee-1141-4acb-8a3d-a7af0573f5be", "metadata": { "tags": [] @@ -84,7 +84,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 7, "id": "bcd301fe-cb80-4b1c-b65f-465fce5ed915", "metadata": { "tags": [] @@ -93,29 +93,28 @@ { "data": { "text/plain": [ - "array([['BE.5.E.17-18.(Vol.1)', '+Z197056902',\n", - " 'Perspectiva pictorum et architectorum',\n", - " 'Pozzo, Andrea 1642-1709',\n", - " 'Rossi, Antonio <<de>>; Bernardino, Paulino; Zaulis, Domenico <<de>> 1638-1722; González de Santalla, Tirso 1624-1705; Leopold I. Heiliges Römisches Reich, Kaiser 1640-1705',\n", - " 1702.0, nan, '1702', 'Romæ', nan, 'Latin', nan, nan, nan, nan,\n", - " nan, 'Z197056902', 'Z197056902_00000001.jpg', 'A',\n", - " 0.4312658011913299, 0.0944466441869735, 0.0951459780335426,\n", - " 0.379141628742218, 'red', 0.0084064733237028, 0.9608317613601683,\n", - " 0.0307618118822574]], dtype=object)" + "array([['BE.1.T.33', '+Z167651701',\n", + " \"Les deux livres de S. Augustin, de la veritable religion et des moeurs de l'eglise catholique, traduits en francois, sur l'edition latine des Peres Benedictins de la congregation de S. Maur\",\n", + " 'Augustinus, Aurelius Heiliger 354-430', nan, 1693.0, nan,\n", + " '1693', 'Paris', 'Paris', 'French', nan, nan, nan, nan, nan,\n", + " 'Z167651701', 'Z167651701_00000001.jpg', 'B', 0.0008314285660162,\n", + " 0.9985696077346802, 0.0003245634725317, 0.0002743884397204,\n", + " 'blue', 0.9836959838867188, 0.0060312687419354,\n", + " 0.0102726686745882]], dtype=object)" ] }, - "execution_count": 22, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "BE_manual[BE_manual['Signatur'].str.contains('BE.5.E.17')].values" + "BE_manual[BE_manual['Signatur'].str.contains('BE.1.T.33')].values" ] }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 416, "id": "c0f4a42a-7e21-41e8-833c-2dd2f9d1985e", "metadata": { "tags": [] @@ -125,7 +124,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "3\n" + "1\n" ] }, { @@ -162,73 +161,36 @@ " </thead>\n", " <tbody>\n", " <tr>\n", - " <th>1824</th>\n", - " <td>14.376</td>\n", - " <td>307</td>\n", - " <td>Historia Naturalis</td>\n", - " <td>Animalium Historia</td>\n", - " <td>Folio</td>\n", - " <td>267</td>\n", - " <td>14.376_307_05</td>\n", - " <td>505 xAlberti Magni Opera de Animalibus, chartâ magnâ, Mantuæ. 1479. Paul. I. de Burschbach. n. 2111. Cotesby (Marc.) Histoire naturelle ele la Ca= roline, la Floride et les Istes Baliama, London 1731. 2. Vol. nro CXCIIX. * Recueil des Oiseaux terrestres et aquatiques dela menagerie Imple de Schönbrun. peints au naturel depuis l'anneé 1752. fol sur velin. 4 vol -----</td>\n", - " <td>xAlberti Magni Opera de Animalibus charta magna Mantuae 1479 Paul I de Burschbach n 2111 Cotesby Marc Histoire naturelle ele la Caroline la Floride et les Istes Baliama London 1731 2 Vol nro CXCIIX * Recueil des Oiseaux terrestres et aquatiques dela menagerie Imple de Schönbrun peints au naturel depuis l'annee 1752 fol sur velin 4 vol -----</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1924</th>\n", - " <td>14.376</td>\n", - " <td>326</td>\n", - " <td>Medicina</td>\n", - " <td>Medicina, Chirurgia, Anatomia, Pharmacia & Chimia</td>\n", - " <td>Quarto</td>\n", - " <td>284</td>\n", - " <td>14.376_326_05</td>\n", - " <td>Alberti Magni Liber Aggregationis, seu Secretorum de virtutibus Herbarum, Lapidum, & Animalium. editio antiqua sine loco & anno. n. 2421.</td>\n", - " <td>Alberti Magni Liber Aggregationis seu Secretorum de virtutibus Herbarum Lapidum & Animalium editio antiqua sine loco & anno n 2421</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1955</th>\n", - " <td>14.376</td>\n", - " <td>330</td>\n", - " <td>Medicina</td>\n", - " <td>Medicina, Chirurgia, Anatomia, Pharmacia & Chimia</td>\n", + " <th>3508</th>\n", + " <td>14.377</td>\n", + " <td>98</td>\n", + " <td>Poëtica</td>\n", + " <td>Poëtæ Gallici unà cum Dramaticis</td>\n", " <td>Octavo und kleiner</td>\n", - " <td>288</td>\n", - " <td>14.376_330_00</td>\n", - " <td>xAlberti Magni Secreta Mulierum ac Virorum, necnon de virtutibus Herbarum, Lapidum, & Animal. Tractat 12°. Editio perantïqua sine loco & anno. n. 680.</td>\n", - " <td>xAlberti Magni Secreta Mulierum ac Virorum necnon de virtutibus Herbarum Lapidum & Animal Tractat 12° Editio perantiqua sine loco & anno n 680</td>\n", + " <td>502</td>\n", + " <td>14.377_098_09</td>\n", + " <td>Poësies de Jacques Poille. Paris. 1623. Th. Blaise n. 1257.</td>\n", + " <td>Poesies de Jacques Poille Paris 1623 Th Blaise n 1257</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ - " volume page number category \n", - "1824 14.376 307 Historia Naturalis \\\n", - "1924 14.376 326 Medicina \n", - "1955 14.376 330 Medicina \n", - "\n", - " subcategory format \n", - "1824 Animalium Historia Folio \\\n", - "1924 Medicina, Chirurgia, Anatomia, Pharmacia & Chimia Quarto \n", - "1955 Medicina, Chirurgia, Anatomia, Pharmacia & Chimia Octavo und kleiner \n", + " volume page number category subcategory \n", + "3508 14.377 98 Poëtica Poëtæ Gallici unà cum Dramaticis \\\n", "\n", - " handwritten page number entry_ID \n", - "1824 267 14.376_307_05 \\\n", - "1924 284 14.376_326_05 \n", - "1955 288 14.376_330_00 \n", + " format handwritten page number entry_ID \n", + "3508 Octavo und kleiner 502 14.377_098_09 \\\n", "\n", - " entry \n", - "1824 505 xAlberti Magni Opera de Animalibus, chartâ magnâ, Mantuæ. 1479. Paul. I. de Burschbach. n. 2111. Cotesby (Marc.) Histoire naturelle ele la Ca= roline, la Floride et les Istes Baliama, London 1731. 2. Vol. nro CXCIIX. * Recueil des Oiseaux terrestres et aquatiques dela menagerie Imple de Schönbrun. peints au naturel depuis l'anneé 1752. fol sur velin. 4 vol ----- \\\n", - "1924 Alberti Magni Liber Aggregationis, seu Secretorum de virtutibus Herbarum, Lapidum, & Animalium. editio antiqua sine loco & anno. n. 2421. \n", - "1955 xAlberti Magni Secreta Mulierum ac Virorum, necnon de virtutibus Herbarum, Lapidum, & Animal. Tractat 12°. Editio perantïqua sine loco & anno. n. 680. \n", + " entry \n", + "3508 Poësies de Jacques Poille. Paris. 1623. Th. Blaise n. 1257. \\\n", "\n", - " cleaned entry \n", - "1824 xAlberti Magni Opera de Animalibus charta magna Mantuae 1479 Paul I de Burschbach n 2111 Cotesby Marc Histoire naturelle ele la Caroline la Floride et les Istes Baliama London 1731 2 Vol nro CXCIIX * Recueil des Oiseaux terrestres et aquatiques dela menagerie Imple de Schönbrun peints au naturel depuis l'annee 1752 fol sur velin 4 vol ----- \n", - "1924 Alberti Magni Liber Aggregationis seu Secretorum de virtutibus Herbarum Lapidum & Animalium editio antiqua sine loco & anno n 2421 \n", - "1955 xAlberti Magni Secreta Mulierum ac Virorum necnon de virtutibus Herbarum Lapidum & Animal Tractat 12° Editio perantiqua sine loco & anno n 680 " + " cleaned entry \n", + "3508 Poesies de Jacques Poille Paris 1623 Th Blaise n 1257 " ] }, - "execution_count": 38, + "execution_count": 416, "metadata": {}, "output_type": "execute_result" } @@ -237,26 +199,46 @@ "def search_in_entry(df, string):\n", " return df[df['cleaned entry'].str.contains(string)]\n", "\n", - "info = search_in_entry(search_in_entry(entry_df, 'Albert'), '')\n", + "info = search_in_entry(search_in_entry(entry_df, 'Poille'), '')\n", "print(len(info))\n", "info" ] }, { "cell_type": "code", - "execution_count": null, - "id": "4131e38a-a4cd-4bdf-b39e-8e79ffa3f665", + "execution_count": 368, + "id": "c4394718-cfd3-459e-8923-3ef255a41012", "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "volume 14.377\n", + "page number 28\n", + "category Poëtica\n", + "subcategory Poëtæ Græci\n", + "format Octavo und kleiner\n", + "handwritten page number 436\n", + "entry_ID 14.377_028_02\n", + "entry ..........Le Plutus & Les Nuéces du même trad. du grec par Mad.elle Anne le Fevre. 12.° Paris. 1684. Thierry. n. 1062.\n", + "cleaned entry Le Plutus & Les Nueces du meme trad du grec par Madelle Anne le Fevre 12° Paris 1684 Thierry n 1062\n", + "Name: 2857, dtype: object" + ] + }, + "execution_count": 368, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "entry_df.loc[185]" + "entry_df.loc[2857]" ] }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 414, "id": "20facf5d-d609-498e-9907-7ebdffc09e15", "metadata": { "tags": [] @@ -266,55 +248,55 @@ "name": "stdout", "output_type": "stream", "text": [ - "BE.10.T.5-29.(Vol.1)\n", - "+Z206393507\n", - "Le Mercure françois ; ou, la suitte de l'histoire de la paix, Commençant l'an M. DC. V. pour suitte du Septenaire du D. Cayer, et finissant au Sacre du Tres-Chrestien Roy de France et de Navarre, Louys XIII\n", - "nan\n", - "Paris\n", - "1611-1648\n", + "BE.6.S.66\n", + "+Z201401009\n", + "Florus Danicus ; Otthiniae Impressus a Christiano Schrödero, Anno 1698\n", + "Bering, Vitus 1617-1675\n", + "Tyrnaviae\n", + "1716\n", "N\n" ] }, { "data": { "text/plain": [ - "Signatur BE.10.T.5-29.(Vol.1)\n", - "Barcode +Z206393507\n", - "Titel Le Mercure françois ; ou, la suitte de l'histoire de la paix, Commençant l'an M. DC. V. pour suitte du Septenaire du D. Cayer, et finissant au Sacre du Tres-Chrestien Roy de France et de Navarre, Louys XIII\n", - "Autor NaN\n", - "Mitwirkender Richer, Jean; Renaudot, Théophraste 1586-1653\n", - "Anfang Veröffentlichungsdatum 1611.0\n", - "Ende Veröffentlichungsdatum 1648.0\n", - "Veröffentlichungsdatum 1611-1648\n", - "Veröffentlichungsort Paris\n", - "Veröffentlichungsort (normiert) NaN\n", - "Sprache French\n", - "Schlagwörter Frankreich; Zeitung; Französisch; Paris\n", - "Schlagwörter (mit GND) Frankreich$Dg--(DE-588)4018145-5;Zeitung$Af;AT-OBV--ONB-AK;Paris$Dg--(DE-588)4044660-8;Zeitung$Af;AT-OBV--ONB-AK;Zeitung$Af;Französisch$Ds--(DE-588)4113615-9;AT-OBV--ONB-AK;Zeitung$Af;Französisch$Ds--(DE-588)4113615-9;Paris$Dg--(DE-588)4044660-8;AT-OBV--ONB-AK\n", - "Vorbesitzer NaN\n", - "Typ NaN\n", - "Bemerkungen NaN\n", - "Gültiger Barcode Z206393507\n", - "Dateiname Z206393507_00000001.jpg\n", - "Wappenklassifizierung N\n", - "p_A 0.011214\n", - "p_B 0.003444\n", - "p_C 0.004838\n", - "p_N 0.980504\n", - "Farbklassifizierung NaN\n", - "p_blue NaN\n", - "p_red NaN\n", - "p_yellow NaN\n", - "Name: 3132, dtype: object" + "Signatur BE.6.S.66\n", + "Barcode +Z201401009\n", + "Titel Florus Danicus ; Otthiniae Impressus a Christiano Schrödero, Anno 1698\n", + "Autor Bering, Vitus 1617-1675\n", + "Mitwirkender NaN\n", + "Anfang Veröffentlichungsdatum 1716.0\n", + "Ende Veröffentlichungsdatum NaN\n", + "Veröffentlichungsdatum 1716\n", + "Veröffentlichungsort Tyrnaviae\n", + "Veröffentlichungsort (normiert) Tyrnau\n", + "Sprache Latin\n", + "Schlagwörter Dänemark; Geschichte\n", + "Schlagwörter (mit GND) Dänemark$Dg--(DE-588)4010877-6;Geschichte$Az;AT-OBV--ONB-AK\n", + "Vorbesitzer NaN\n", + "Typ NaN\n", + "Bemerkungen NaN\n", + "Gültiger Barcode Z201401009\n", + "Dateiname Z201401009_00000001.jpg\n", + "Wappenklassifizierung N\n", + "p_A 0.022146\n", + "p_B 0.008077\n", + "p_C 0.014462\n", + "p_N 0.955316\n", + "Farbklassifizierung NaN\n", + "p_blue NaN\n", + "p_red NaN\n", + "p_yellow NaN\n", + "Name: 15975, dtype: object" ] }, - "execution_count": 69, + "execution_count": 414, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "BE_entry = BE_manual.loc[3132]\n", + "BE_entry = BE_df.loc[15975]\n", "print(BE_entry['Signatur'])\n", "print(BE_entry['Barcode'])\n", "print(BE_entry['Titel'])\n", @@ -1391,14 +1373,785 @@ "BE_df.columns" ] }, + { + "cell_type": "markdown", + "id": "88b825b9-8557-441d-b387-697db4ea2a5b", + "metadata": {}, + "source": [ + "# Eugeniana-Inkunabeln aus dem handschriftlichen Katalog extrahieren" + ] + }, + { + "cell_type": "code", + "execution_count": 513, + "id": "bc7c8cf5-7afa-43c1-8427-ab7cd58323b3", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1661]\n", + "[1628]\n", + "[1703, 5926]\n", + "[1662]\n" + ] + } + ], + "source": [ + "def extract_four_digit_number(entry):\n", + " four_dig_re = re.compile('(?<! [pPnN] )\\d{4}')\n", + " match = four_dig_re.findall(entry)\n", + " if match:\n", + " return [int(x) for x in match]\n", + " else:\n", + " return []\n", + "\n", + "year_samples = [\n", + " 'Vossij Isaaci Dissertationes de 70 Interpretum tralatione & Chronologia Hagae Comp 1661 Vlacq p 7145 n 1360',\n", + " 'Biblia Sacra graece ac latine juxta 70 Interpretes 3 Vol charta magna Paris 1628 Nic Buon N 3743',\n", + " 'Nummi Antiqui Familiarum Romanar cum Ioannis Vaillant Interpretationibus 2 Vol Amsteln 1703 Gallet n 5925 5926',\n", + " 'Hulsij antonij Authentia absoluta Seu textus hebraei vindicata contra criminationes Isaaci Vossii in libro recens edito de 70 Interpretum tralatione cum binis epistolis Roterod 1662 arn Leers n 2407 P 1234'\n", + "]\n", + "\n", + "for entry in year_samples:\n", + " print(extract_four_digit_number(entry))" + ] + }, + { + "cell_type": "code", + "execution_count": 497, + "id": "42988cd3-f87f-46b4-be10-b5d254c286d0", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "entry_df['years'] = entry_df['cleaned entry'].apply(lambda x: extract_four_digit_number(x))" + ] + }, + { + "cell_type": "code", + "execution_count": 498, + "id": "46d0487a-096b-4d41-872a-b9668315ee8a", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "years_raw = entry_df['years']" + ] + }, + { + "cell_type": "code", + "execution_count": 518, + "id": "0110a88f-8777-4efd-84c7-b74e6fdd740a", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0 [1515]\n", + "1 [1572]\n", + "2 [1637, 1669]\n", + "3 [1462]\n", + "4 [1472]\n", + " ... \n", + "9398 []\n", + "9399 []\n", + "9400 []\n", + "9401 []\n", + "9402 []\n", + "Name: years, Length: 9403, dtype: object" + ] + }, + "execution_count": 518, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "years_raw" + ] + }, + { + "cell_type": "code", + "execution_count": 519, + "id": "8f60804d-17fa-4d3a-9ad2-ec4a549bdf50", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "years_cleaned = years_raw.apply(lambda x: list(filter(lambda y: 1400 < int(y) < 1736, x)))" + ] + }, + { + "cell_type": "code", + "execution_count": 520, + "id": "08f2d680-91e7-4fa7-8e58-ae2793ad184b", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "years_min = years_cleaned.apply(lambda x: int(min(x)) if len(x) else np.nan)" + ] + }, + { + "cell_type": "code", + "execution_count": 521, + "id": "d9d40c18-f7b0-4725-941b-90e1ccf8b974", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "without_years = entry_df.loc[years_raw[years_min.isna()].index]" + ] + }, + { + "cell_type": "code", + "execution_count": 522, + "id": "40328321-57d1-4d29-a087-832354f560a8", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0 1515.0\n", + "1 1572.0\n", + "2 1637.0\n", + "3 1462.0\n", + "4 1472.0\n", + " ... \n", + "9398 NaN\n", + "9399 NaN\n", + "9400 NaN\n", + "9401 NaN\n", + "9402 NaN\n", + "Name: years, Length: 9403, dtype: float64" + ] + }, + "execution_count": 522, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "years_min" + ] + }, + { + "cell_type": "code", + "execution_count": 523, + "id": "7e083bdd-3aa6-40df-b12c-43238aae5355", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "before_1501 = entry_df.loc[years_min < 1501]" + ] + }, + { + "cell_type": "code", + "execution_count": 526, + "id": "321b9d28-7198-49fd-9f56-290dd6c58950", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>volume</th>\n", + " <th>page number</th>\n", + " <th>category</th>\n", + " <th>subcategory</th>\n", + " <th>format</th>\n", + " <th>handwritten page number</th>\n", + " <th>entry_ID</th>\n", + " <th>entry</th>\n", + " <th>cleaned entry</th>\n", + " <th>years</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>14.376</td>\n", + " <td>25</td>\n", + " <td>Theologia</td>\n", + " <td>Textus & Versiones Sacræ Scripturæ</td>\n", + " <td>Folio</td>\n", + " <td>1</td>\n", + " <td>14.376_025_03</td>\n", + " <td>4 Biblia Sacra Latina Moguntina dicta, prima omnium editio in Membranis. 2 Vol. Moguntiæ. 1462.¬ Ioan. 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